The asymmetric relationship between attribute-level performance and overall customer satisfaction

An empirical study in the automotive industry suggests that the importance-performance matrix is potentially misleading: An attribute's importance depends on its current performance. Attributes thus need to be clustered, as Kano and our own work suggests, into basic, competitive, and excitement factors.